Devis Tuia

299 papers A* 9A 3B 7C 61Misc 1Journal 166Unranked 51
YearRankTypeTitle / Venue / Authors
2026 J jnl
Knowledge-aware Visual Question Generation for Remote Sensing Images.
CoRR
Siran Li, Li Mi, Javiera Castillo-Navarro, Devis Tuia
2026 J jnl
Questions beyond Pixels: Integrating Commonsense Knowledge in Visual Question Generation for Remote Sensing.
CoRR
Siran Li, Li Mi, Javiera Castillo-Navarro, Devis Tuia
2026 J jnl
Spatial Context Improves the Integration of Text with Remote Sensing for Mapping Environmental Variables.
CoRR
Valérie Zermatten, Chiara Vanalli, Gencer Sumbul, Diego Marcos, Devis Tuia
2026 A* conf
TRUST: Leveraging Text Robustness for Unsupervised Domain Adaptation.
AAAI
Mattia Litrico, Mario Valerio Giuffrida, Sebastiano Battiato, Devis Tuia
2025 J jnl
Active learning and margin strategies for arrhythmia classification in implantable devices.
Comput. Biol. Medicine
José María Lillo-Castellano, Inmaculada Mora-Jiménez, María Martín-Méndez, Laia Cerdá, Arcadi García-Alberola, José Luis Rojo-Álvarez, Devis Tuia
2025 J jnl
An Efficient and Effective Encoder Model for Vision and Language Tasks in the Remote Sensing Domain.
CoRR
João Daniel Silva, João Magalhães, Devis Tuia, Bruno Martins
2025 J jnl
CISO: Species Distribution Modeling Conditioned on Incomplete Species Observations.
CoRR
Hager Radi Abdelwahed, Mélisande Teng, Robin Zbinden, Laura Pollock, Hugo Larochelle, Devis Tuia, David Rolnick
2025 J jnl
CanadaFireSat: Toward high-resolution wildfire forecasting with multiple modalities.
CoRR
Hugo Porta, Emanuele Dalsasso, Jessica L. McCarty, Devis Tuia
2025 J jnl
Checkmate: interpretable and explainable RSVQA is the endgame.
CoRR
Lucrezia Tosato, Christel Chappuis, Syrielle Montariol, Flora Weissgerber, Sylvain Lobry, Devis Tuia
2025 — conf
EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observations and Wikipedia.
CVPR Workshops
Valérie Zermatten, Javiera Castillo-Navarro, Pallavi Jain, Devis Tuia, Diego Marcos
2025 J jnl
EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observations and Wikipedia.
CoRR
Valérie Zermatten, Javiera Castillo-Navarro, Pallavi Jain, Devis Tuia, Diego Marcos
2025 J jnl
GeoExplorer: Active Geo-localization with Curiosity-Driven Exploration.
CoRR
Li Mi, Manon Béchaz, Zeming Chen, Antoine Bosselut, Devis Tuia
2025 J jnl
How to minimize the annotation effort in aerial wildlife surveys.
Ecol. Informatics
Giacomo May, Emanuele Dalsasso, Alexandre Delplanque, Benjamin Kellenberger, Devis Tuia
2025 A* conf
MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps.
CVPR
Valentin Gabeff, Haozhe Qi, Brendan Flaherty, Gencer Sumbul, Alexander Mathis, Devis Tuia
2025 J jnl
MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss Alps.
CoRR
Valentin Gabeff, Haozhe Qi, Brendan Flaherty, Gencer Sümbül, Alexander Mathis, Devis Tuia
2025 J jnl
MaskSDM with Shapley values to improve flexibility, robustness, and explainability in species distribution modeling.
CoRR
Robin Zbinden, Nina Van Tiel, Gencer Sumbul, Chiara Vanalli, Benjamin Kellenberger, Devis Tuia
2025 A conf
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation.
WACV
Hugo Porta, Emanuele Dalsasso, Diego Marcos, Devis Tuia
2025 J jnl
Observation-driven correction of numerical weather prediction for marine winds.
CoRR
Matteo Peduto, Qidong Yang, Jonathan Giezendanner, Devis Tuia, Sherrie Wang
2025 — conf
PAN-RSVQA: Vision Foundation Models as Pseudo-ANnotators for Remote Sensing Visual Question Answering.
CVPR Workshops
Christel Chappuis, Gencer Sümbül, Syrielle Montariol, Sylvain Lobry, Devis Tuia
2025 J jnl
Questions Beyond Pixels: Integrating Commonsense Knowledge in Visual Question Generation for Remote Sensing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Siran Li, Li Mi, Javiera Castillo-Navarro, Devis Tuia
2025 J jnl
Retrieval of Surface Solar Radiation through Implicit Albedo Recovery from Temporal Context.
CoRR
Yael Frischholz, Devis Tuia, Michael Lehning
2025 J jnl
SMARTIES: Spectrum-Aware Multi-Sensor Auto-Encoder for Remote Sensing Images.
CoRR
Gencer Sumbul, Chang Xu, Emanuele Dalsasso, Devis Tuia
2025 — conf
Self-supervised Change Detection via Cooperative Learning: A Two-Player Model.
JURSE
Manon Béchaz, Emanuele Dalsasso, Ciprian Tomoiaga, Marcin Detyniecki, Devis Tuia
2025 J jnl
TRUST: Leveraging Text Robustness for Unsupervised Domain Adaptation.
CoRR
Mattia Litrico, Mario Valerio Giuffrida, Sebastiano Battiato, Devis Tuia
2025 — conf
The Coralscapes Dataset: Semantic Scene Understanding in Coral Reefs.
ICCVW
Jonathan Sauder, Viktor Domazetoski, Guilhem Banc-Prandi, Gabriela Perna, Anders Meibom, Devis Tuia
2025 J jnl
The Coralscapes Dataset: Semantic Scene Understanding in Coral Reefs.
CoRR
Jonathan Sauder, Viktor Domazetoski, Guilhem Banc-Prandi, Gabriela Perna, Anders Meibom, Devis Tuia
2025 A* conf
What to align in multimodal contrastive learning?
ICLR
Benoit Dufumier, Javiera Castillo Navarro, Devis Tuia, Jean-Philippe Thiran
2025 J jnl
WildDrone: autonomous drone technology for monitoring wildlife populations.
Frontiers Robotics AI
Ulrik Pagh Schultz Lundquist, Saadia Afridi, Clément Berthelot, Nguyen Ngoc Dat, Kasper Hlebowicz, Elena Iannino, Lucie Laporte-Devylder, Guy Maalouf, Giacomo May, Kilian Meier, Constanza A. Molina Catricheo, Edouard G. A. Rolland, Camille Rondeau Saint-Jean, Vandita Shukla, Tilo Burghardt, Anders Lyhne Christensen, Blair R. Costelloe, Matthijs Damen, Andrea Flack, Kjeld Jensen, Henrik Skov Midtiby, Majid Mirmehdi, Fabio Remondino, Thomas Richardson, Benjamin Risse, Devis Tuia, Magnus Wahlberg, Dylan Cawthorne, Steve Bullock, William Njoroge, Samuel Mutisya, Matthew Watson, Elzbieta Pastucha
2024 — conf
ConGeo: Robust Cross-View Geo-Localization Across Ground View Variations.
ECCV (14)
Li Mi, Chang Xu, Javiera Castillo-Navarro, Syrielle Montariol, Wen Yang, Antoine Bosselut, Devis Tuia
2024 J jnl
ConGeo: Robust Cross-view Geo-localization across Ground View Variations.
CoRR
Li Mi, Chang Xu, Javiera Castillo-Navarro, Syrielle Montariol, Wen Yang, Antoine Bosselut, Devis Tuia
2024 A* conf
ConVQG: Contrastive Visual Question Generation with Multimodal Guidance.
AAAI
Li Mi, Syrielle Montariol, Javiera Castillo Navarro, Xianjie Dai, Antoine Bosselut, Devis Tuia
2024 J jnl
ConVQG: Contrastive Visual Question Generation with Multimodal Guidance.
CoRR
Li Mi, Syrielle Montariol, Javiera Castillo-Navarro, Xianjie Dai, Antoine Bosselut, Devis Tuia
2024 J jnl
Could ChatGPT get an Engineering Degree? Evaluating Higher Education Vulnerability to AI Assistants.
CoRR
Beatriz Borges, Negar Foroutan, Deniz Bayazit, Anna Sotnikova, Syrielle Montariol, Tanya Nazaretzky, Mohammadreza Banaei, Alireza Sakhaeirad, Philippe Servant, Seyed Parsa Neshaei, Jibril Frej, Angelika Romanou, Gail Weiss, Sepideh Mamooler, Zeming Chen, Simin Fan, Silin Gao, Mete Ismayilzada, Debjit Paul, Alexandre Schöpfer, Andrej Janchevski, Anja Tiede, Clarence Linden, Emanuele Troiani, Francesco Salvi, Freya Behrens, Giacomo Orsi, Giovanni Piccioli, Hadrien Sevel, Louis Coulon, Manuela Pineros-Rodriguez, Marin Bonnassies, Pierre Hellich, Puck van Gerwen, Sankalp Gambhir, Solal Pirelli, Thomas Blanchard, Timothée Callens, Toni Abi Aoun, Yannick Calvino Alonso, Yuri Cho, Alberto Silvio Chiappa, Antonio Sclocchi, Étienne Bruno, Florian Hofhammer, Gabriel Pescia, Geovani Rizk, Leello Dadi, Lucas Stoffl, Manoel Horta Ribeiro, Matthieu Bovel, Yueyang Pan, Aleksandra Radenovic, Alexandre Alahi, Alexander Mathis, Anne-Florence Bitbol, Boi Faltings, Cécile Hébert, Devis Tuia, François Maréchal, George Candea, Giuseppe Carleo, Jean-Cédric Chappelier, Nicolas Flammarion, Jean-Marie Fürbringer, Jean-Philippe Pellet, Karl Aberer, Lenka Zdeborová, Marcel Salathé, Martin Jaggi, Martin Rajman, Mathias Payer, Matthieu Wyart, Michael Gastpar, Michele Ceriotti, Ola Svensson, Olivier Lévêque, Paolo Ienne, Rachid Guerraoui, Robert West, Sanidhya Kashyap, Valerio Piazza, Viesturs Simanis, Viktor Kuncak, Volkan Cevher, Philippe Schwaller, Sacha Friedli, Patrick Jermann, Tanja Käser, Antoine Bosselut
2024 J jnl
Cross-Modal Learning of Housing Quality in Amsterdam.
CoRR
Alex Levering, Diego Marcos, Devis Tuia
2024 C conf
Estimating Fine-Grained Population Growth Rates from Coarse Census Data.
IGARSS
John E. Vargas-Muñoz, Nando Metzger, Rodrigo Caye Daudt, Konrad Schindler, Devis Tuia
2024 A* conf
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks.
ICLR
Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia
2024 J jnl
Imbalance-aware Presence-only Loss Function for Species Distribution Modeling.
CoRR
Robin Zbinden, Nina Van Tiel, Marc Rußwurm, Devis Tuia
2024 J jnl
Knowledge-Aware Text-Image Retrieval for Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens.
Li Mi, Xianjie Dai, Javiera Castillo-Navarro, Devis Tuia
2024 C conf
Knowledge-Aware Visual Question Generation for Remote Sensing Images.
IGARSS
Siran Li, Li Mi, Javiera Castillo-Navarro, Devis Tuia
2024 J jnl
Knowledge-aware Text-Image Retrieval for Remote Sensing Images.
CoRR
Li Mi, Xianjie Dai, Javiera Castillo-Navarro, Devis Tuia
2024 J jnl
Land Cover Mapping From Multiple Complementary Experts Under Heavy Class Imbalance.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Valérie Zermatten, Xiaolong Lu, Javiera Castillo-Navarro, Tobias Kellenberger, Devis Tuia
2024 J jnl
Large Language Models for Captioning and Retrieving Remote Sensing Images.
CoRR
João Daniel Silva, João Magalhães, Devis Tuia, Bruno Martins
2024 — conf
MaskSDM: Adaptive Species Distribution Modeling Through Data Masking.
ECCV Workshops (2)
Robin Zbinden, Nina Van Tiel, Gencer Sumbul, Benjamin Kellenberger, Devis Tuia
2024 J jnl
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation.
CoRR
Hugo Porta, Emanuele Dalsasso, Diego Marcos, Devis Tuia
2024 J jnl
Multi-Scale and Multimodal Species Distribution Modeling.
CoRR
Nina Van Tiel, Robin Zbinden, Emanuele Dalsasso, Benjamin Kellenberger, Loïc Pellissier, Devis Tuia
2024 — conf
Multi-scale and Multimodal Species Distribution Modeling.
ECCV Workshops (2)
Nina Van Tiel, Robin Zbinden, Emanuele Dalsasso, Benjamin Kellenberger, Loïc Pellissier, Devis Tuia
2024 — conf
Multilingual Vision-Language Pre-training for the Remote Sensing Domain.
SIGSPATIAL/GIS
João Daniel Silva, João Magalhães, Devis Tuia, Bruno Martins
2024 J jnl
Multilingual Vision-Language Pre-training for the Remote Sensing Domain.
CoRR
João Daniel Silva, João Magalhães, Devis Tuia, Bruno Martins
2024 J jnl
On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning.
CoRR
Robin Zbinden, Nina Van Tiel, Benjamin Kellenberger, Lloyd Hughes, Devis Tuia
2024 J jnl
On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning.
Ecol. Informatics
Robin Zbinden, Nina Van Tiel, Benjamin Kellenberger, Lloyd Hughes, Devis Tuia
2024 — conf
POLO - Point-Based, Multi-class Animal Detection.
ECCV Workshops (2)
Giacomo May, Emanuele Dalsasso, Benjamin Kellenberger, Devis Tuia
2024 J jnl
POLO - Point-based, multi-class animal detection.
CoRR
Giacomo May, Emanuele Dalsasso, Benjamin Kellenberger, Devis Tuia
2024 — conf
Self-Supervised Underwater Caustics Removal and Descattering via Deep Monocular SLAM.
ECCV (84)
Jonathan Sauder, Devis Tuia
2024 — conf
Semantic Segmentation of Benthic Classes in Reef Environments Using a Large Vision Transformer.
ECCV Workshops (2)
Charlotte Sertic, Jonathan Sauder, Devis Tuia
2024 C conf
Semantic Segmentation of Coffee Plantations from Sentinel-2 Time Series.
IGARSS
Jan Pisl, Gaston Lenczner, Devis Tuia, Frank de Morsier
2024 C conf
Training Visual Language Models with Object Detection: Grounded Change Descriptions in Satellite Images.
IGARSS
João Luis Prado, Syrielle Montariol, Javiera Castillo-Navarro, Devis Tuia, Antoine Bosselut
2024 J jnl
What to align in multimodal contrastive learning?
CoRR
Benoit Dufumier, Javiera Castillo-Navarro, Devis Tuia, Jean-Philippe Thiran
2024 J jnl
WildCLIP: Scene and Animal Attribute Retrieval from Camera Trap Data with Domain-Adapted Vision-Language Models.
Int. J. Comput. Vis.
Valentin Gabeff, Marc Rußwurm, Devis Tuia, Alexander Mathis
2023 J jnl
Artificial intelligence to advance Earth observation: a perspective.
CoRR
Devis Tuia, Konrad Schindler, Begüm Demir, Gustau Camps-Valls, Xiao Xiang Zhu, Mrinalini Kochupillai, Saso Dzeroski, Jan N. van Rijn, Holger H. Hoos, Fabio Del Frate, Mihai Datcu, Jorge-Arnulfo Quiané-Ruiz, Volker Markl, Bertrand Le Saux, Rochelle Schneider
2023 C conf
Classification of Tropical Deforestation Drivers with Machine Learning and Satellite Image Time Series.
IGARSS
Jan Pisl, Lloyd Haydn Hughes, Marc Rußwurm, Devis Tuia
2023 J jnl
Data-Centric Machine Learning for Geospatial Remote Sensing Data.
CoRR
Ribana Roscher, Marc Rußwurm, Caroline Gevaert, Michael Kampffmeyer, Jefersson A. dos Santos, Maria Vakalopoulou, Ronny Hänsch, Stine Hansen, Keiller Nogueira, Jonathan Prexl, Devis Tuia
2023 C conf
Detection of Settlements in Tanzania and Mozambique by Many Regional Few-Shot Models.
IGARSS
Marc Rußwurm, Lloyd Haydn Hughes, Giorgio Pasquali, Corneliu Octavian Dumitru, Devis Tuia
2023 J jnl
From Classification to Segmentation with Explainable AI: A Study on Crack Detection and Growth Monitoring.
CoRR
Florent Forest, Hugo Porta, Devis Tuia, Olga Fink
2023 J jnl
GeoAI as Collaborative Effort.
Künstliche Intell.
Kai-Florian Richter, Simon Scheider, Devis Tuia
2023 J jnl
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks.
CoRR
Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia
2023 J jnl
High-resolution Population Maps Derived from Sentinel-1 and Sentinel-2.
CoRR
Nando Metzger, Rodrigo Caye Daudt, Devis Tuia, Konrad Schindler
2023 C conf
Improving Few-Shot Object Detection with Object Part Proposals.
IGARSS
Arthur Chevalley, Ciprian Tomoiaga, Marcin Detyniecki, Marc Rußwurm, Devis Tuia
2023 J jnl
Large-scale Detection of Marine Debris in Coastal Areas with Sentinel-2.
CoRR
Marc Rußwurm, Sushen Jilla Venkatesa, Devis Tuia
2023 — conf
Multi-task prompt-RSVQA to explicitly count objects on aerial images.
BMVC Workshop
Christel Chappuis, Charlotte Sertic, Nicola Santacroce, Javiera Castillo Navarro, Sylvain Lobry, Bertrand Le Saux, Devis Tuia
2023 A* conf
Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union.
NeurIPS
Zifu Wang, Maxim Berman, Amal Rannen-Triki, Philip H. S. Torr, Devis Tuia, Tinne Tuytelaars, Luc Van Gool, Jiaqian Yu, Matthew B. Blaschko
2023 J jnl
Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union.
CoRR
Zifu Wang, Maxim Berman, Amal Rannen Triki, Philip H. S. Torr, Devis Tuia, Tinne Tuytelaars, Luc Van Gool, Jiaqian Yu, Matthew B. Blaschko
2023 J jnl
Scalable Semantic 3D Mapping of Coral Reefs with Deep Learning.
CoRR
Jonathan Sauder, Guilhem Banc-Prandi, Anders Meibom, Devis Tuia
2023 C conf
Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management.
IGARSS
Oleg Antropov, Matthieu Molinier, Ridvan Salih Kuzu, Lloyd H. Hughes, Marc Rußwurm, Devis Tuia, Corneliu Octavian Dumitru, Shaojia Ge, Sudipan Saha, Xiao Xiang Zhu
2023 C conf
Text as a Richer Source of Supervision in Semantic Segmentation Tasks.
IGARSS
Valérie Zermatten, Javiera Castillo Navarro, Lloyd Hughes, Tobias Kellenberger, Devis Tuia
2023 J jnl
The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation.
CoRR
Christel Chappuis, Eliot Walt, Vincent Mendez, Sylvain Lobry, Bertrand Le Saux, Devis Tuia
2023 — conf
Time Series Analysis of Urban Liveability.
JURSE
Alex Levering, Diego Marcos, Devis Tuia
2023 J jnl
Time Series Analysis of Urban Liveability.
CoRR
Alex Levering, Diego Marcos, Devis Tuia
2022 J jnl
A Semisupervised CRF Model for CNN-Based Semantic Segmentation With Sparse Ground Truth.
IEEE Trans. Geosci. Remote. Sens.
Luca Maggiolo, Diego Marcos, Gabriele Moser, Sebastiano B. Serpico, Devis Tuia
2022 J jnl
Attribute Prediction as Multiple Instance Learning.
Trans. Mach. Learn. Res.
Diego Marcos, Aike Potze, Wenjia Xu, Devis Tuia, Zeynep Akata
2022 — conf
Block Label Swap for Species Distribution Modelling.
CLEF (Working Notes)
Benjamin Kellenberger, Devis Tuia
2022 J jnl
Fine-grained Population Mapping from Coarse Census Counts and Open Geodata.
CoRR
Nando Metzger, John E. Vargas-Muñoz, Rodrigo Caye Daudt, Benjamin Kellenberger, Thao Ton-That Whelan, Ferda Ofli, Muhammad Imran, Konrad Schindler, Devis Tuia
2022 J jnl
Geo-Information Harvesting from Social Media Data.
CoRR
Xiao Xiang Zhu, Yuanyuan Wang, Mrinalini Kochupillai, Martin Werner, Matthias Häberle, Eike Jens Hoffmann, Hannes Taubenböck, Devis Tuia, Alex Levering, Nathan Jacobs, Anna M. Kruspe, Karam Abdulahhad
2022 C conf
Humans are Poor Few-Shot Classifiers for Sentinel-2 Land Cover.
IGARSS
Marc Rußwurm, Sherrie Wang, Devis Tuia
2022 — conf
Knowledge-Aware Cross-Modal Text-Image Retrieval for Remote Sensing Images.
CDCEO@IJCAI
Li Mi, Siran Li, Christel Chappuis, Devis Tuia
2022 C conf
Language Transformers for Remote Sensing Visual Question Answering.
IGARSS
Christel Chappuis, Vincent Mendez, Eliot Walt, Sylvain Lobry, Bertrand Le Saux, Devis Tuia
2022 — conf
Prompt-RSVQA: Prompting visual context to a language model for Remote Sensing Visual Question Answering.
CVPR Workshops
Christel Chappuis, Valérie Zermatten, Sylvain Lobry, Bertrand Le Saux, Devis Tuia
2022 — conf
Remote sensing visual question answering with a self-attention multi-modal encoder.
GeoAI@SIGSPATIAL
João Daniel Silva, João Magalhães, Devis Tuia, Bruno Martins
2022 J jnl
Semantic Segmentation of Remote Sensing Images With Sparse Annotations.
IEEE Geosci. Remote. Sens. Lett.
Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia
2022 C conf
Towards Efficient Correction of Coconut Tree Detection Errors.
IGARSS
John E. Vargas-Muñoz, Diego Schibli, Devis Tuia
2022 C conf
Training Techniques for Presence-Only Habitat Suitability Mapping with Deep Learning.
IGARSS
Benjamin Kellenberger, Elijah Cole, Diego Marcos, Devis Tuia
2022 J jnl
Wasserstein Adversarial Regularization for Learning With Label Noise.
IEEE Trans. Pattern Anal. Mach. Intell.
Kilian Fatras, Bharath Bhushan Damodaran, Sylvain Lobry, Rémi Flamary, Devis Tuia, Nicolas Courty
2022 J jnl
deSpeckNet: Generalizing Deep Learning-Based SAR Image Despeckling.
IEEE Trans. Geosci. Remote. Sens.
Adugna G. Mullissa, Diego Marcos, Devis Tuia, Martin Herold, Johannes Reiche
2021 J jnl
A survey of active learning algorithms for supervised remote sensing image classification.
CoRR
Devis Tuia, Michele Volpi, Loris Copa, Mikhail F. Kanevski, Jordi Muñoz-Marí
2021 — conf
Cross-Modal Learning of Housing Quality in Amsterdam.
GeoAI@SIGSPATIAL
Alex Levering, Diego Marcos, Ilan Havinga, Devis Tuia
2021 J jnl
Deep Learning and Earth Observation to Support the Sustainable Development Goals.
CoRR
Claudio Persello, Jan Dirk Wegner, Ronny Hänsch, Devis Tuia, Pedram Ghamisi, Mila Koeva, Gustau Camps-Valls
2021 J jnl
Deploying machine learning to assist digital humanitarians: making image annotation in OpenStreetMap more efficient.
Int. J. Geogr. Inf. Sci.
John E. Vargas-Muñoz, Devis Tuia, Alexandre X. Falcão
2021 J jnl
Detecting Unsigned Physical Road Incidents From Driver-View Images.
IEEE Trans. Intell. Veh.
Alex Levering, Martin Tomko, Devis Tuia, Kourosh Khoshelham
2021 J jnl
Estimating quality of life dimensions from urban spatial pattern metrics.
Comput. Environ. Urban Syst.
Marta Sapena, Michael Wurm, Hannes Taubenböck, Devis Tuia, Luis Ángel Ruiz Fernández
2021 C conf
Geo-Data for Mapping Scenic Beauty: Exploring the Potential of Remote Sensing and Social Media.
IGARSS
Ilan Havinga, Diego Marcos, Patrick W. Bogaart, Lars Hein, Devis Tuia
2021 — conf
How to find a good image-text embedding for remote sensing visual question answering?
MACLEAN@PKDD/ECML
Christel Chappuis, Sylvain Lobry, Benjamin Kellenberger, Bertrand Le Saux, Devis Tuia
2021 J jnl
How to find a good image-text embedding for remote sensing visual question answering?
CoRR
Christel Chappuis, Sylvain Lobry, Benjamin Kellenberger, Bertrand Le Saux, Devis Tuia
2021 J jnl
Learning User's confidence for active learning.
CoRR
Devis Tuia, Jordi Muñoz-Marí
2021 C conf
Liveability from Above: Understanding Quality of Life with Overhead Imagery and Deep Neural Networks.
IGARSS
Alex Levering, Diego Marcos, Devis Tuia
2021 J jnl
Mapping Vulnerable Populations with AI.
CoRR
Benjamin Kellenberger, John E. Vargas-Muñoz, Devis Tuia, Rodrigo Caye Daudt, Konrad Schindler, Thao T.-T. Whelan, Brenda Ayo, Ferda Ofli, Muhammad Imran
2021 C conf
RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing.
IGARSS
Sylvain Lobry, Begüm Demir, Devis Tuia
2021 J jnl
Recent Advances in Domain Adaptation for the Classification of Remote Sensing Data.
CoRR
Devis Tuia, Claudio Persello, Lorenzo Bruzzone
2021 J jnl
Seeing biodiversity: perspectives in machine learning for wildlife conservation.
CoRR
Devis Tuia, Benjamin Kellenberger, Sara Beery, Blair R. Costelloe, Silvia Zuffi, Benjamin Risse, Alexander Mathis, Mackenzie W. Mathis, Frank van Langevelde, Tilo Burghardt, Roland Kays, Holger Klinck, Martin Wikelski, Iain D. Couzin, Grant Van Horn, Margaret C. Crofoot, Charles V. Stewart, Tanya Y. Berger-Wolf
2021 — conf
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images.
ICCVW
Xiaochen Zheng, Benjamin Kellenberger, Rui Gong, Irena Hajnsek, Devis Tuia
2021 J jnl
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images.
CoRR
Xiaochen Zheng, Benjamin Kellenberger, Rui Gong, Irena Hajnsek, Devis Tuia
2021 J jnl
Self-supervised pre-training enhances change detection in Sentinel-2 imagery.
CoRR
Marrit Leenstra, Diego Marcos, Francesca Bovolo, Devis Tuia
2021 J jnl
Semantic Segmentation of Remote Sensing Images with Sparse Annotations.
CoRR
Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia
2021 J jnl
Semisupervised Manifold Alignment of Multimodal Remote Sensing Images.
CoRR
Devis Tuia, Michele Volpi, Maxime Trolliet, Gustau Camps-Valls
2021 J jnl
Towards a Collective Agenda on AI for Earth Science Data Analysis.
CoRR
Devis Tuia, Ribana Roscher, Jan Dirk Wegner, Nathan Jacobs, Xiao Xiang Zhu, Gustau Camps-Valls
2020 — conf
A Whale's Tail - Finding the Right Whale in an Uncertain World.
xxAI@ICML
Diego Marcos, Jana Kierdorf, Ted Cheeseman, Devis Tuia, Ribana Roscher
2020 J jnl
A deep network approach to multitemporal cloud detection.
CoRR
Devis Tuia, Benjamin Kellenberger, Adrián Pérez-Suay, Gustau Camps-Valls
2020 C conf
ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY.
IGARSS
Gustau Camps-Valls, Markus Reichstein, Xiaoxiang Zhu, Devis Tuia
2020 J jnl
Concept Discovery for The Interpretation of Landscape Scenicness.
Mach. Learn. Knowl. Extr.
Pim Arendsen, Diego Marcos, Devis Tuia
2020 — conf
Contextual Semantic Interpretability.
ACCV (4)
Diego Marcos, Ruth Fong, Sylvain Lobry, Rémi Flamary, Nicolas Courty, Devis Tuia
2020 J jnl
Contextual Semantic Interpretability.
CoRR
Diego Marcos, Ruth Fong, Sylvain Lobry, Rémi Flamary, Nicolas Courty, Devis Tuia
2020 J jnl
Deploying machine learning to assist digital humanitarians: making image annotation in OpenStreetMap more efficient.
CoRR
John E. Vargas-Muñoz, Devis Tuia, Alexandre X. Falcão
2020 J jnl
Detecting Unsigned Physical Road Incidents from Driver-View Images.
CoRR
Alex Levering, Martin Tomko, Devis Tuia, Kourosh Khoshelham
2020 J jnl
Fine-grained landuse characterization using ground-based pictures: a deep learning solution based on globally available data.
Int. J. Geogr. Inf. Sci.
Shivangi Srivastava, John E. Vargas-Munoz, Sylvain Lobry, Devis Tuia
2020 J jnl
Foreword to the Special Issue on Computer Vision-Based Approaches for Earth Observation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Devis Tuia, Ronny Hänsch, Naoto Yokoya, Myron Brown, Bertrand Le Saux
2020 C conf
Interpretable Scenicness from Sentinel-2 Imagery.
IGARSS
Alex Levering, Diego Marcos, Sylvain Lobry, Devis Tuia
2020 C conf
Learning Multi-Label Aerial Image Classification Under Label Noise: A Regularization Approach Using Word Embeddings.
IGARSS
Yuansheng Hua, Sylvain Lobry, Lichao Mou, Devis Tuia, Xiao Xiang Zhu
2020 J jnl
Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization.
CoRR
Devis Tuia, Diego Marcos, Gustau Camps-Valls
2020 J jnl
OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing.
CoRR
John E. Vargas, Shivangi Srivastava, Devis Tuia, Alexandre X. Falcão
2020 J jnl
RSVQA: Visual Question Answering for Remote Sensing Data.
CoRR
Sylvain Lobry, Diego Marcos, Jesse Murray, Devis Tuia
2020 J jnl
RSVQA: Visual Question Answering for Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens.
Sylvain Lobry, Diego Marcos, Jesse Murray, Devis Tuia
2020 — conf
Self-supervised Pre-training Enhances Change Detection in Sentinel-2 Imagery.
ICPR Workshops (7)
Marrit Leenstra, Diego Marcos, Francesca Bovolo, Devis Tuia
2019 A conf
Adaptive Compression-based Lifelong Learning.
BMVC
Shivangi Srivastava, Maxim Berman, Matthew B. Blaschko, Devis Tuia
2019 J jnl
Adaptive Compression-based Lifelong Learning.
CoRR
Shivangi Srivastava, Maxim Berman, Matthew B. Blaschko, Devis Tuia
2019 J jnl
Correcting rural building annotations in OpenStreetMap using convolutional neural networks.
CoRR
John E. Vargas-Muñoz, Sylvain Lobry, Alexandre X. Falcão, Devis Tuia
2019 — conf
Deep Learning Models to Count Buildings in High-Resolution Overhead Images.
JURSE
Sylvain Lobry, Devis Tuia
2019 J jnl
Detecting Building Changes between Airborne Laser Scanning and Photogrammetric Data.
Remote. Sens.
Zhenchao Zhang, George Vosselman, Markus Gerke, Claudio Persello, Devis Tuia, Michael Ying Yang
2019 J jnl
Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery Using Deep CNNs and Active Learning.
IEEE Trans. Geosci. Remote. Sens.
Benjamin Kellenberger, Diego Marcos, Sylvain Lobry, Devis Tuia
2019 J jnl
Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery using Deep CNNs and Active Learning.
CoRR
Benjamin Kellenberger, Diego Marcos, Sylvain Lobry, Devis Tuia
2019 C conf
Interactive Coconut Tree Annotation Using Feature Space Projections.
IGARSS
John E. Vargas-Muñoz, Ping Zhou, Alexandre X. Falcão, Devis Tuia
2019 J jnl
Nonlinear Feature Normalization for Hyperspectral Domain Adaptation and Mitigation of Nonlinear Effects.
IEEE Trans. Geosci. Remote. Sens.
Wolfgang Groß, Devis Tuia, Uwe Soergel, Wolfgang Middelmann
2019 — conf
Novelty detection in very high resolution urban scenes with Density Forests.
JURSE
Cyril Wendl, Diego Marcos, Devis Tuia
2019 A conf
Optimal Transport for Multi-source Domain Adaptation under Target Shift.
AISTATS
Ievgen Redko, Nicolas Courty, Rémi Flamary, Devis Tuia
2019 J jnl
Pushing the right boundaries matters! Wasserstein Adversarial Training for Label Noise.
CoRR
Bharath Bhushan Damodaran, Kilian Fatras, Sylvain Lobry, Rémi Flamary, Devis Tuia, Nicolas Courty
2019 — conf
Semantically Interpretable Activation Maps: what-where-how explanations within CNNs.
ICCV Workshops
Diego Marcos, Sylvain Lobry, Devis Tuia
2019 J jnl
Semantically Interpretable Activation Maps: what-where-how explanations within CNNs.
CoRR
Diego Marcos, Sylvain Lobry, Devis Tuia
2019 J jnl
Understanding urban landuse from the above and ground perspectives: a deep learning, multimodal solution.
CoRR
Shivangi Srivastava, John E. Vargas-Muñoz, Devis Tuia
2019 C conf
Visual Question Answering From Remote Sensing Images.
IGARSS
Sylvain Lobry, Jesse Murray, Diego Marcos, Devis Tuia
2019 — conf
When a Few Clicks Make All the Difference: Improving Weakly-Supervised Wildlife Detection in UAV Images.
CVPR Workshops
Benjamin Kellenberger, Diego Marcos, Devis Tuia
2019 C conf
Zoom In, Zoom Out: Injecting Scale Invariance into Landuse Classification CNNs.
IGARSS
Jesse Murray, Diego Marcos, Devis Tuia
2018 C conf
A Deep Network Approach to Multitemporal Cloud Detection.
IGARSS
Devis Tuia, Benjamin Kellenberger, Adrián Pérez-Suay, Gustau Camps-Valls
2018 — conf
Best Practices to Train Deep Models on Imbalanced Datasets - A Case Study on Animal Detection in Aerial Imagery.
ECML/PKDD (3)
Benjamin Kellenberger, Diego Marcos, Devis Tuia
2018 J jnl
Change Detection between Multimodal Remote Sensing Data Using Siamese CNN.
CoRR
Zhenchao Zhang, George Vosselman, Markus Gerke, Devis Tuia, Michael Ying Yang
2018 C conf
Correcting Misaligned Rural Building Annotations in Open Street Map Using Convolutional Neural Networks Evidence.
IGARSS
John E. Vargas-Munoz, Diego Marcos, Sylvain Lobry, Jefersson A. dos Santos, Alexandre X. Falcão, Devis Tuia
2018 J jnl
Decision Fusion With Multiple Spatial Supports by Conditional Random Fields.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Michele Volpi, Gabriele Moser
2018 J jnl
Decision fusion with multiple spatial supports by conditional random fields.
CoRR
Devis Tuia, Michele Volpi, Gabriele Moser
2018 J jnl
Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images.
CoRR
Michele Volpi, Devis Tuia
2018 — conf
DeepGlobe 2018: A Challenge to Parse the Earth Through Satellite Images.
CVPR Workshops
Ilke Demir, Krzysztof Koperski, David Lindenbaum, Guan Pang, Jing Huang, Saikat Basu, Forest Hughes, Devis Tuia, Ramesh Raskar
2018 J jnl
DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images.
CoRR
Ilke Demir, Krzysztof Koperski, David Lindenbaum, Guan Pang, Jing Huang, Saikat Basu, Forest Hughes, Devis Tuia, Ramesh Raskar
2018 — conf
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation.
ECCV (4)
Bharath Bhushan Damodaran, Benjamin Kellenberger, Rémi Flamary, Devis Tuia, Nicolas Courty
2018 J jnl
DeepJDOT: Deep Joint distribution optimal transport for unsupervised domain adaptation.
CoRR
Bharath Bhushan Damodaran, Benjamin Kellenberger, Rémi Flamary, Devis Tuia, Nicolas Courty
2018 C conf
Detecting Animals in Repeated UAV Image Acquisitions by Matching CNN Activations with Optimal Transport.
IGARSS
Benjamin Kellenberger, Diego Marcos, Nicolas Courty, Devis Tuia
2018 J jnl
Detecting Mammals in UAV Images: Best Practices to address a substantially Imbalanced Dataset with Deep Learning.
CoRR
Benjamin Kellenberger, Diego Marcos, Devis Tuia
2018 C conf
Discovering Temporal Patterns of Air Quality in Different Parts of Europe with Data Driven Feature Extraction.
IGARSS
Andrea Marinoni, Paolo Gamba, Daniele De Vecchi, Devis Tuia
2018 J jnl
Estimating Uncertainty of Point-Cloud Based Single-Tree Segmentation with Ensemble Based Filtering.
Remote. Sens.
Matthew Parkan, Devis Tuia
2018 J jnl
Foreword to the Special Issue on Urban Remote Sensing for Smarter Cities.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Prashanth Reddy Marpu, Devis Tuia, Clément Mallet
2018 C conf
Improving Maps from CNNs Trained with Sparse, Scribbled Ground Truths Using Fully Connected CRFs.
IGARSS
Luca Maggiolo, Diego Marcos, Gabriele Moser, Devis Tuia
2018 J jnl
Land cover mapping at very high resolution with rotation equivariant CNNs: towards small yet accurate models.
CoRR
Diego Marcos, Michele Volpi, Benjamin Kellenberger, Devis Tuia
2018 A* conf
Learning Deep Structured Active Contours End-to-End.
CVPR
Diego Marcos, Devis Tuia, Benjamin Kellenberger, Lisa Zhang, Min Bai, Renjie Liao, Raquel Urtasun
2018 J jnl
Learning deep structured active contours end-to-end.
CoRR
Diego Marcos, Devis Tuia, Benjamin Kellenberger, Lisa Zhang, Min Bai, Renjie Liao, Raquel Urtasun
2018 — conf
Multilabel Building Functions Classification from Ground Pictures using Convolutional Neural Networks.
GeoAI@SIGSPATIAL
Shivangi Srivastava, John E. Vargas-Muñoz, David Swinkels, Devis Tuia
2018 J jnl
Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Naoto Yokoya, Pedram Ghamisi, Junshi Xia, Sergey Sukhanov, Roel Heremans, Ivan Tankoyeu, Benjamin Bechtel, Bertrand Le Saux, Gabriele Moser, Devis Tuia
2018 J jnl
Scale equivariance in CNNs with vector fields.
CoRR
Diego Marcos, Benjamin Kellenberger, Sylvain Lobry, Devis Tuia
2017 — conf
Beyond the urban mask.
JURSE
Benjamin Bechtel, Olaf Conrad, Matthias Tamminga, Marie-Leen Verdonck, Frieke Van Coillie, Devis Tuia, Matthias Demuzere, Linda See, Patricia Lopes, Cidália Costa Fonte, Yong Xu, Chao Ren, Gerald Mills, N. Kaloustian, Arthur Cassone
2017 J jnl
Deep learning in remote sensing: a review.
CoRR
Xiao Xiang Zhu, Devis Tuia, Lichao Mou, Gui-Song Xia, Liangpei Zhang, Feng Xu, Friedrich Fraundorfer
2017 J jnl
Dense Semantic Labeling of Subdecimeter Resolution Images With Convolutional Neural Networks.
IEEE Trans. Geosci. Remote. Sens.
Michele Volpi, Devis Tuia
2017 J jnl
Detecting animals in African Savanna with UAVs and the crowds.
CoRR
Rey Nicolas, Michele Volpi, Stéphane Joost, Devis Tuia
2017 C conf
Fast animal detection in UAV images using convolutional neural networks.
IGARSS
Benjamin Kellenberger, Michele Volpi, Devis Tuia
2017 C conf
Joint height estimation and semantic labeling of monocular aerial images with CNNS.
IGARSS
Shivangi Srivastava, Michele Volpi, Devis Tuia
2017 — conf
Land use modeling in North Rhine-Westphalia with interaction and scaling laws.
JURSE
Devis Tuia, Gabriele Moser, Michael Wurm, Hannes Taubenböck
2017 — conf
Learning class- and location-specific priors for urban semantic labeling with CNNs.
JURSE
Benjamin Kellenberger, Michele Volpi, Devis Tuia
2017 J jnl
Multitemporal Very High Resolution From Space: Outcome of the 2016 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Lichao Mou, Xiaoxiang Zhu, Maria Vakalopoulou, Konstantinos Karantzalos, Nikos Paragios, Bertrand Le Saux, Gabriele Moser, Devis Tuia
2017 J jnl
Optimal Transport for Domain Adaptation.
IEEE Trans. Pattern Anal. Mach. Intell.
Nicolas Courty, Rémi Flamary, Devis Tuia, Alain Rakotomamonjy
2017 C conf
Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation.
IGARSS
John E. Vargas-Munoz, Devis Tuia, Jefersson A. dos Santos, Alexandre X. Falcão
2017 A* conf
Rotation Equivariant Vector Field Networks.
ICCV
Diego Marcos, Michele Volpi, Nikos Komodakis, Devis Tuia
2017 J jnl
Toward Seamless Multiview Scene Analysis From Satellite to Street Level.
Proc. IEEE
Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar
2017 J jnl
Towards seamless multi-view scene analysis from satellite to street-level.
CoRR
Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar
2016 J jnl
Combining Human Computing and Machine Learning to Make Sense of Big (Aerial) Data for Disaster Response.
Big Data
Ferda Ofli, Patrick Meier, Muhammad Imran, Carlos Castillo, Devis Tuia, Rey Nicolas, Julien Briant, Pauline M. Rudd, Friedrich Reinhard, Matthew Parkan, Stéphane Joost
2016 J jnl
Dense semantic labeling of sub-decimeter resolution images with convolutional neural networks.
CoRR
Michele Volpi, Devis Tuia
2016 J jnl
Discriminative Multiple Kernel Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Qingwang Wang, Yanfeng Gu, Devis Tuia
2016 J jnl
Foreword to the Special Issue on "GeoVision: Computer Vision for Geospatial Applications".
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Devis Tuia, Jan Dirk Wegner, Clément Mallet, Michael Ying Yang
2016 J jnl
Foreword to the Special Issue on Urban Remote Sensing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Devis Tuia, Paolo Gamba, Carsten Jürgens, Derya Maktav
2016 A* conf
Geospatial Correspondences for Multimodal Registration.
CVPR
Diego Marcos, Raffay Hamid, Devis Tuia
2016 C conf
Getting pixels and regions to agree with conditional random fields.
IGARSS
Devis Tuia, Michele Volpi, Gabriele Moser
2016 J jnl
Kernel Low-Rank and Sparse Graph for Unsupervised and Semi-Supervised Classification of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens.
Frank de Morsier, Maurice Borgeaud, Volker Gass, Jean-Philippe Thiran, Devis Tuia
2016 B conf
Learning rotation invariant convolutional filters for texture classification.
ICPR
Diego Marcos, Michele Volpi, Devis Tuia
2016 J jnl
Learning rotation invariant convolutional filters for texture classification.
CoRR
Diego Marcos, Michele Volpi, Devis Tuia
2016 J jnl
Multiclass feature learning for hyperspectral image classification: sparse and hierarchical solutions.
CoRR
Devis Tuia, Rémi Flamary, Nicolas Courty
2016 J jnl
Non-convex regularization in remote sensing.
CoRR
Devis Tuia, Rémi Flamary, Michel Barlaud
2016 J jnl
Nonconvex Regularization in Remote Sensing.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Rémi Flamary, Michel Barlaud
2016 C conf
Optimal transport for data fusion in remote sensing.
IGARSS
Nicolas Courty, Rémi Flamary, Devis Tuia, Thomas Corpetti
2016 J jnl
Processing of Extremely High Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest - Part B: 3-D Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Anh-Vu Vo, Linh Truong-Hong, Debra F. Laefer, Dirk Tiede, Sebastian d'Oleire-Oltmanns, Andrea Baraldi, Michal Shimoni, Gabriele Moser, Devis Tuia
2016 J jnl
Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest-Part A: 2-D Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Manuel Campos-Taberner, Adriana Romero-Soriano, Carlo Gatta, Gustau Camps-Valls, Adrien Lagrange, Bertrand Le Saux, Anne Beaupère, Alexandre Boulch, Adrien Chan-Hon-Tong, Stéphane Herbin, Hicham Randrianarivo, Marin Ferecatu, Michal Shimoni, Gabriele Moser, Devis Tuia
2016 J jnl
Rotation equivariant vector field networks.
CoRR
Diego Marcos, Michele Volpi, Nikos Komodakis, Devis Tuia
2016 C conf
Semantic labeling of aerial images by learning class-specific object proposals.
IGARSS
Michele Volpi, Devis Tuia
2016 C conf
Solving structured segmentation of aerial images as puzzles.
IGARSS
Diego Marcos, Michele Volpi, Devis Tuia
2015 — conf
Classification of urban structural types with multisource data and structured models.
JURSE
Arnaud Poncet Montanges, Gabriele Moser, Hannes Taubenböck, Michael Wurm, Devis Tuia
2015 J jnl
Cluster validity measure and merging system for hierarchical clustering considering outliers.
Pattern Recognit.
Frank de Morsier, Devis Tuia, Maurice Borgeaud, Volker Gass, Jean-Philippe Thiran
2015 J jnl
Foreword to the Special Issue on Hyperspectral Image and Signal Processing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Devis Tuia, Sebastián López, Michael E. Schaepman, Jocelyn Chanussot
2015 C conf
Individual tree segmentation in deciduous forests using geodesic voting.
IGARSS
Matthew Parkan, Devis Tuia
2015 J jnl
Joining a Discrete Radiative Transfer Model and a Kernel Retrieval Algorithm for Soil Moisture Estimation From SAR Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Jelena Stamenkovic, Paolo Ferrazzoli, Leila Guerriero, Devis Tuia, Jean-Philippe Thiran
2015 J jnl
Kernel Manifold Alignment.
CoRR
Devis Tuia, Gustau Camps-Valls
2015 C conf
Large-scale random features for kernel regression.
IGARSS
Valero Laparra, Diego Marcos Gonzalez, Devis Tuia, Gustau Camps-Valls
2015 J jnl
Multimodal Classification of Remote Sensing Images: A Review and Future Directions.
Proc. IEEE
Luis Gómez-Chova, Devis Tuia, Gabriele Moser, Gustau Camps-Valls
2015 — conf
Multitemporal classification without new labels: A solution with optimal transport.
MultiTemp
Devis Tuia, Rémi Flamary, Alain Rakotomamonjy, Nicolas Courty
2015 J jnl
Optimal Transport for Domain Adaptation.
CoRR
Nicolas Courty, Rémi Flamary, Devis Tuia, Alain Rakotomamonjy
2015 J jnl
Processing of Multiresolution Thermal Hyperspectral and Digital Color Data: Outcome of the 2014 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Wenzhi Liao, Xin Huang, Frieke Van Coillie, Sidharta Gautama, Aleksandra Pizurica, Wilfried Philips, Hui Liu, Tingting Zhu, Michal Shimoni, Gabriele Moser, Devis Tuia
2015 J jnl
Semisupervised Classification of Remote Sensing Images With Hierarchical Spatial Similarity.
IEEE Geosci. Remote. Sens. Lett.
Lian-Zhi Huo, Ping Tang, Zheng Zhang, Devis Tuia
2015 J jnl
Semisupervised Transfer Component Analysis for Domain Adaptation in Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Giona Matasci, Michele Volpi, Mikhail F. Kanevski, Lorenzo Bruzzone, Devis Tuia
2015 C conf
To be or not to be convex? A study on regularization in hyperspectral image classification.
IGARSS
Devis Tuia, Rémi Flamary, Michel Barlaud
2015 C conf
Weakly supervised alignment of multisensor images.
IGARSS
Diego Marcos Gonzalez, Gustau Camps-Valls, Devis Tuia
2014 J jnl
Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods.
IEEE Signal Process. Mag.
Gustavo Camps-Valls, Devis Tuia, Lorenzo Bruzzone, Jón Atli Benediktsson
2014 J jnl
Automatic Feature Learning for Spatio-Spectral Image Classification With Sparse SVM.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Michele Volpi, Mauro Dalla Mura, Alain Rakotomamonjy, Rémi Flamary
2014 C conf
Crop backscatter modeling and soil moisture estimation with support vector regression.
IGARSS
Jelena Stamenkovic, Paolo Ferrazzoli, Leila Guerriero, Devis Tuia, Jean-Philippe Thiran, Maurice Borgeaud
2014 — conf
Do geographic features impact pictures location shared on the Web? Modeling photographic suitability in the Swiss Alps.
EMR@ICMR
Timothée Produit, Devis Tuia, Frank de Morsier, François Golay
2014 — conf
Domain Adaptation with Regularized Optimal Transport.
ECML/PKDD (1)
Nicolas Courty, Rémi Flamary, Devis Tuia
2014 C conf
Domain adaptation in remote sensing through cross-image synthesis with dictionaries.
IGARSS
Giona Matasci, Frank de Morsier, Mikhail F. Kanevski, Devis Tuia
2014 J jnl
Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces.
IEEE Trans. Neural Networks Learn. Syst.
Devis Tuia, Jordi Muñoz-Marí, José Luis Rojo-Álvarez, Manel Martínez-Ramón, Gustavo Camps-Valls
2014 J jnl
Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Devis Tuia, Erzsébet Merényi, Xiuping Jia, Manuel Graña Romay
2014 — conf
Hierarchical sparse representation for dictionary-based classification of hyperspectral images.
WHISPERS
Diego Marcos Gonzalez, Frank de Morsier, Giona Matasci, Devis Tuia, Jean-Philippe Thiran
2014 B conf
Network-Based Correlated Correspondence for Unsupervised Domain Adaptation of Hyperspectral Satellite Images.
ICPR
Julien Rebetez, Devis Tuia, Nicolas Courty
2014 C conf
Non-linear low-rank and sparse representation for hyperspectral image analysis.
IGARSS
Frank de Morsier, Devis Tuia, Maurice Borgeaucft, Volker Gass, Jean-Philippe Thiran
2014 J jnl
Principal Polynomial Analysis.
Int. J. Neural Syst.
Valero Laparra, Sandra Jiménez, Devis Tuia, Gustau Camps-Valls, Jesús Malo
2014 J jnl
SVM Active Learning Approach for Image Classification Using Spatial Information.
IEEE Trans. Geosci. Remote. Sens.
Edoardo Pasolli, Farid Melgani, Devis Tuia, Fabio Pacifici, William J. Emery
2014 J jnl
Semi-supervised multiview embedding for hyperspectral data classification.
Neurocomputing
Michele Volpi, Giona Matasci, Mikhail F. Kanevski, Devis Tuia
2014 J jnl
Semisupervised Manifold Alignment of Multimodal Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Michele Volpi, Maxime Trolliet, Gustavo Camps-Valls
2014 — conf
Soil moisture estimation using synergy of optical, SAR, and topographic data with Gaussian Process Regression.
SAR
Jelena Stamenkovic, Claudia Notarnicola, Nadine Spindler, Giovanni Cuozzo, Giacomo Bertoldi, Stefano Della Chiesa, Georg Niedrist, Felix Greifeneder, Devis Tuia, Maurice Borgeaud, Jean-Philippe Thiran
2014 — conf
Spatially aware supervised nonlinear dimensionality reduction for hyperspectral data.
WHISPERS
Michele Volpi, Devis Tuia
2014 C conf
Spectral adaptation of hyperspectral flight lines using VHR contextual information.
IGARSS
Jan-Pieter Jacobs, Guy Thoonen, Devis Tuia, Gustavo Camps-Valls, Pieter Kempeneers, Paul Scheunders
2014 B conf
Unsupervised Alignment of Image Manifolds with Centrality Measures.
ICPR
Devis Tuia, Michele Volpi, Gustau Camps-Valls
2014 C conf
Weakly supervised alignment of image manifolds with semantic ties.
IGARSS
Devis Tuia
2013 J jnl
Active Learning: Any Value for Classification of Remotely Sensed Data?
Proc. IEEE
Melba M. Crawford, Devis Tuia, Hsiuhan Lexie Yang
2013 J jnl
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods.
CoRR
Gustavo Camps-Valls, Devis Tuia, Lorenzo Bruzzone, Jón Atli Benediktsson
2013 C conf
Create the relevant spatial filterbank in the hyperspectral jungle.
IGARSS
Devis Tuia, Michele Volpi, Mauro Dalla Mura, Alain Rakotomamonjy, Rémi Flamary
2013 C conf
Domain adaptation with Hidden Markov Random Fields.
IGARSS
Jan-Pieter Jacobs, Guy Thoonen, Devis Tuia, Gustavo Camps-Valls, Birgen Haest, Paul Scheunders
2013 — conf
Estimation of soil moisture from airborne hyperspectral imagery with support vector regression.
WHISPERS
Jelena Stamenkovic, Devis Tuia, Frank de Morsier, Maurice Borgeaud, Jean-Philippe Thiran
2013 J jnl
Graph Matching for Adaptation in Remote Sensing.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Jordi Muñoz-Marí, Luis Gómez-Chova, Jesus Malo
2013 C conf
Investigating Feature Extraction for Domain Adaptation in Remote Sensing Image Classification.
ICPRAM
Giona Matasci, Lorenzo Bruzzone, Michele Volpi, Devis Tuia, Mikhail F. Kanevski
2013 J jnl
Learning User's Confidence for Active Learning.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Jordi Muñoz-Marí
2013 C conf
Multi-sensor change detection based on nonlinear canonical correlations.
IGARSS
Michele Volpi, Frank de Morsier, Gustavo Camps-Valls, Mikhail F. Kanevski, Devis Tuia
2013 B conf
Multi-view feature extraction for hyperspectral image classification.
ESANN
Michele Volpi, Giona Matasci, Mikhail F. Kanevski, Devis Tuia
2013 C conf
Multisensor alignment of image manifolds.
IGARSS
Devis Tuia, Maxime Trolliet, Michele Volpi
2013 — conf
Multisource clustering of remote sensing images with Entropy-based Dempster-Shafer fusion.
EUSIPCO
S. Ranoeliarivao, Frank de Morsier, Devis Tuia, S. Rakotoniaina, Maurice Borgeaud, Jean-Philippe Thiran, S. Rakotondraompiana
2013 J jnl
Semi-Supervised Novelty Detection Using SVM Entire Solution Path.
IEEE Trans. Geosci. Remote. Sens.
Frank de Morsier, Devis Tuia, Maurice Borgeaud, Volker Gass, Jean-Philippe Thiran
2013 C conf
Statistical assessment of dataset shift and model portability in multi-angle in-track image acquisitions.
IGARSS
Giona Matasci, Nathan Longbotham, Fabio Pacifici, Mikhail F. Kanevski, Devis Tuia
2013 J jnl
Supervised change detection in VHR images using contextual information and support vector machines.
Int. J. Appl. Earth Obs. Geoinformation
Michele Volpi, Devis Tuia, Francesca Bovolo, Mikhail F. Kanevski, Lorenzo Bruzzone
2012 B conf
Discovering relevant spatial filterbanks for VHR image classification.
ICPR
Devis Tuia, Mauro Dalla Mura, Michele Volpi, Rémi Flamary, Alain Rakotomamonjy
2012 C conf
Discovering single classes in remote sensing images with active learning.
IGARSS
Mirco Furlani, Devis Tuia, Jordi Muñoz-Marí, Francesca Bovolo, Gustavo Camps-Valls, Lorenzo Bruzzone
2012 C conf
Enhanced change detection using nonlinear feature extraction.
IGARSS
Michele Volpi, Giona Matasci, Devis Tuia, Mikhail F. Kanevski
2012 J jnl
Large Margin Filtering.
IEEE Trans. Signal Process.
Rémi Flamary, Devis Tuia, Benjamin Labbé, Gustavo Camps-Valls, Alain Rakotomamonjy
2012 J jnl
Memory-Based Cluster Sampling for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Michele Volpi, Devis Tuia, Mikhail F. Kanevski
2012 J jnl
Multi-Modal Change Detection, Application to the Detection of Flooded Areas: Outcome of the 2009-2010 Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Nathan Longbotham, Fabio Pacifici, Taylor C. Glenn, Alina Zare, Michele Volpi, Devis Tuia, Emmanuel Christophe, Julien Michel, Jordi Inglada, Jocelyn Chanussot, Qian Du
2012 — conf
Nonlinear data description with Principal Polynomial Analysis.
MLSP
Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesus Malo
2012 C conf
Putting the user into the active learning loop: Towards realistic but efficient photointerpretation.
IGARSS
Devis Tuia, Jordi Muñoz-Marí
2012 J jnl
Remote sensing image segmentation by active queries.
Pattern Recognit.
Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls
2012 J jnl
SVM-Based Boosting of Active Learning Strategies for Efficient Domain Adaptation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Giona Matasci, Devis Tuia, Mikhail F. Kanevski
2012 J jnl
Semisupervised Classification of Remote Sensing Images With Active Queries.
IEEE Trans. Geosci. Remote. Sens.
Jordi Muñoz-Marí, Devis Tuia, Gustavo Camps-Valls
2012 J jnl
Unsupervised Change Detection With Kernels.
IEEE Geosci. Remote. Sens. Lett.
Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski
2011 J jnl
A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification.
IEEE J. Sel. Top. Signal Process.
Devis Tuia, Michele Volpi, Loris Copa, Mikhail F. Kanevski, Jordi Muñoz-Marí
2011 — conf
Dataset shift adaptation with active queries.
JURSE
Devis Tuia, Edoardo Pasolli, William J. Emery
2011 C conf
Domain separation for efficient adaptive active learning.
IGARSS
Giona Matasci, Devis Tuia, Mikhail F. Kanevski
2011 Misc conf
Explicit recursivity into reproducing kernel Hilbert spaces.
ICASSP
Devis Tuia, Gustavo Camps-Valls, Manel Martínez-Ramón
2011 C conf
Graph matching for efficient classifiers adaptation.
IGARSS
Devis Tuia, Jordi Muñoz-Marí, Jesus Malo
2011 C conf
Improving active learning methods using spatial information.
IGARSS
Edoardo Pasolli, Farid Melgani, Devis Tuia, Fabio Pacifici, William J. Emery
2011 C conf
Large scale semi-supervised image segmentation with active queries.
IGARSS
Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls
2011 J jnl
Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation.
IEEE Geosci. Remote. Sens. Lett.
Devis Tuia, Jochem Verrelst, Luis Alonso-Chorda, Fernando Pérez-Cruz, Gustavo Camps-Valls
2011 C conf
Principal polynomial analysis for remote sensing data processing.
IGARSS
Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesus Malo
2011 — book
Remote Sensing Image Processing
Gustavo Camps-Valls, Devis Tuia, Luis Gómez-Chova, Sandra Jiménez, Jesús Malo
2011 J jnl
Structured Output SVM for Remote Sensing Image Classification.
J. Signal Process. Syst.
Devis Tuia, Jordi Muñoz-Marí, Mikhail F. Kanevski, Gustavo Camps-Valls
2011 C conf
Unsupervised change detection in the feature space using kernels.
IGARSS
Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski
2011 J jnl
Urban Image Classification With Semisupervised Multiscale Cluster Kernels.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Devis Tuia, Gustavo Camps-Valls
2010 C conf
Advanced active sampling for remote sensing image classification.
IGARSS
Michele Volpi, Devis Tuia, Mikhail F. Kanevski
2010 C conf
Cluster-based active learning for compact image classification.
IGARSS
Devis Tuia, Mikhail F. Kanevski, Jordi Muñoz-Marí, Gustavo Camps-Valls
2010 J jnl
Correction to "Active Learning Methods for Remote Sensing Image Classification" [Jul 09 2218-2232].
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Frédéric Ratle, Fabio Pacifici, Mikhail F. Kanevski, William J. Emery
2010 C conf
Estimating biophysical variable dependences with kernels.
IGARSS
Gustavo Camps-Valls, Devis Tuia, Valero Laparra, Jesús Malo
2010 J jnl
Learning Relevant Image Features With Multiple-Kernel Classification.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Gustavo Camps-Valls, Giona Matasci, Mikhail F. Kanevski
2010 J jnl
Multisource Composite Kernels for Urban-Image Classification.
IEEE Geosci. Remote. Sens. Lett.
Devis Tuia, Frédéric Ratle, Alexei Pozdnoukhov, Gustavo Camps-Valls
2010 — conf
Spectral-textural endmember extraction.
WHISPERS
Maciel Zortea, Devis Tuia, Fabio Pacifici, Antonio J. Plaza
2010 B conf
Time series input selection using multiple kernel learning.
ESANN
Loris Foresti, Devis Tuia, Vadim Timonin, Mikhail F. Kanevski
2009 J jnl
Active Learning Methods for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Frédéric Ratle, Fabio Pacifici, Mikhail F. Kanevski, William J. Emery
2009 J jnl
Classification of Very High Spatial Resolution Imagery Using Mathematical Morphology and Support Vector Machines.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Fabio Pacifici, Mikhail F. Kanevski, William J. Emery
2009 J jnl
Clustering and Hot Spot Detection in Socio-economic Spatio-temporal Data.
Trans. Comput. Sci.
Devis Tuia, Christian Kaiser, Antonio Da Cunha, Mikhail F. Kanevski
2009 J jnl
Decision Fusion for the Classification of Hyperspectral Data: Outcome of the 2008 GRS-S Data Fusion Contest.
IEEE Trans. Geosci. Remote. Sens.
Giorgio Licciardi, Fabio Pacifici, Devis Tuia, Saurabh Prasad, Terrance West, Ferdinando Giacco, Christian Thiel, Jordi Inglada, Emmanuel Christophe, Jocelyn Chanussot, Paolo Gamba
2009 — conf
Learning the Relevant Image Features with Multiple Kernels.
IGARSS (2)
Devis Tuia, Giona Matasci, Gustavo Camps-Valls, Mikhail F. Kanevski
2009 — conf
Multiple Kernel Learning of Environmental Data. Case Study: Analysis and Mapping of Wind Fields.
ICANN (2)
Loris Foresti, Devis Tuia, Alexei Pozdnoukhov, Mikhail F. Kanevski
2009 B conf
Recent advances in remote sensing image processing.
ICIP
Devis Tuia, Gustavo Camps-Valls
2009 J jnl
Semisupervised Remote Sensing Image Classification With Cluster Kernels.
IEEE Geosci. Remote. Sens. Lett.
Devis Tuia, Gustavo Camps-Valls
2008 — conf
Active Learning of Very-High Resolution Optical Imagery with SVM: Entropy vs Margin Sampling.
IGARSS (4)
Devis Tuia, Frédéric Ratle, Fabio Pacifici, Alexei Pozdnoukhov, Mikhail F. Kanevski, Fabio Del Frate, Domenico Solimini, William J. Emery
2008 — conf
Socio-economic Data Analysis with Scan Statistics and Self-organizing Maps.
ICCSA (1)
Devis Tuia, Christian Kaiser, Antonio Da Cunha, Mikhail F. Kanevski
2008 J jnl
Support-Based Implementation of Bayesian Data Fusion for Spatial Enhancement: Applications to ASTER Thermal Images.
IEEE Geosci. Remote. Sens. Lett.
Dominique Fasbender, Devis Tuia, Patrick Bogaert, Mikhail F. Kanevski
2008 — conf
Very-High Resolution Image Classification using Morphological Operators and SVM.
IGARSS (4)
Devis Tuia, Fabio Pacifici, Alexei Pozdnoukhov, Christian Kaiser, Domenico Solimini, William J. Emery